{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv(\"day.csv\")\n",
    "train.head()\n",
    "#print(\"train : \" + str(train.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#对类别型特征，观察其取值范围及直方图\n",
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    print ('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7f99b8468d30>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f99b8174be0>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x7f99b81a6320>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x7f99b814ba20>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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z5sYE7MLMzOW//du/aeTIkTU+UyEoKEiPP/64JOny5cs6ePBgQ3bBJZg9JmszatQo+3JqaqqhfTubM3OZnp6uRYsWKSAgwONu+2X1mPQUZufxvffeU3Z2tgICAjRnzhw1a9bMmMBdkJVjMjs7W99++60kaejQoW79/W5mHnNzc3XhwgVJ0rBhw6p9XkVkZKRuvfVWSdLp06cbsgsuw8xcbtiwwX7G85QpU6r9LZSQkKBmzZrp8uXLDm/zCXgSs78LVqxYIanseG748OFV1k+YMEHBwcGy2WxauXJlQ3YBJuNYH44wfwFHrD4G9qR5GU/FfBMcsfozxB1RfPNQW7dulSRFRUUpJiam2jZDhw6VVPajaN++fc4Kze1Ynctf/epX9uXyCT93ZHUeS0pK7MvuPnnvzFzOmjVLhYWFevrpp3XzzTc3uB9XZPWY9BRm5rG4uLjS7Qw8/bkAVo7JdevW6fr165Lc/5aTZuax4vOPHN3mtHxdcHBwnft2RWbm8tixY5IkHx+fGp8HEBwcrPbt20uSNm/eXOe+AXdm5vvu3LlzOnnyZKU+buTn56dBgwZJkpKTk+vcN5yH37BwxOrx4SnzF57K6vHhSfMynor5Jjhi9WeIO6L45qHKzyBx9HDD7t27y8fHp1J7VGV1Li9evGhfbtmypaF9O5PVeSx/powkdevWzdC+nc1Zudy0aZO2bt2qDh06aOLEiQ3qw5U5e0yWlJRUOtjwFGbmMTU1VdnZ2ZKkgQMHVlrniWdQWfk5uXbtWklSeHi4+vbta1i/VjAzjy1bttS//Mu/SJKSkpKqfU+fP39e3333nSTpzjvvrHPfrsjMXF6+fFmS1Lp162qvICwXFhYmSTpy5Eid+wbcmZnvu++//96+3KNHjxrbla/LyMgw5HkuMJbVx1VwbVaPD0+Zv/BUVo8PT5qX8VTMN8ER5tHqj+KbB8rMzFRBQYEkOXxYpb+/v0JDQyW5/22RzOIKufyf//kfSWVn0Xfv3t3Qvp3FqjwWFhbq5MmTmjt3rt566y1J0qBBgxxONrg6Z+UyPz9fb7zxhiTp9ddfdzgx6o6cOSaPHz+uu+++W127dlXXrl111113acqUKdqzZ0+D+nMlZuex4iRh165dtW/fPk2ePFm9evVSt27ddNtttyk+Pl47d+5s2A64ECu/b06dOqXDhw9Lku69994abyXkDpyRx4SEBEnSwYMH9cwzzyglJUVXrlxRTk6OtmzZokmTJik/P19dunTRhAkTGrQfrsDsXJZPyOXm5josppefNZ+fn88Z9PB4Zr/vTp06ZV921H/FdRwnuhZXOD6F63KF8eEJ8xeeinkZ1Ib5JjjCPFrD+FodAIx36dIl+3JISIjDtiEhIcrMzFRubq7ZYbklq3O5f/9++22WhgwZUmsMrsqZeTx+/Lh++9vfVvm7n5+fHnroIc2YMaNB/boKZ+Xy3XffVWZmpu655x7179+/3tu7OmeOyUuXLlV6vaysLG3YsEEbNmzQmDFjNHPmTPtZQe7G7Dz+3//9n6Sy29IlJSXpjTfesD8jSpLy8vKUnJys5ORkTZw4Ua+88ko998B1WPl9U37Vm+T+t5x0Rh5HjhypvLw8zZ071z7+KmrTpo3i4+P11FNPKSAgoF59uxKzc9mxY0dJZWczHj582P6cvIpyc3N15syZSv9dfiUc4InMft9V7N/RbXErruM40bVYfXwK12b1+PCU+QtPxbwMasN8ExxhHq1h3PfUZtSovAot1X4P5fJnl5Q/LBGVWZnLvLw8vfzyy7LZbAoICNCLL75oSL9WcIUxOXDgQI0ZM6bS83rckTNymZqaqo8//liBgYGaNm1a/YN0A87IY5s2bfTEE0/ogw8+0JYtW3T48GHt2LFD77zzjv71X/9VkrRq1SrNmTOnntG7DrPzWH5bOkl644031KpVK/31r3/Vnj17dOjQIX3wwQfq1KmTJGnZsmX69NNP6xO+S7Hyc/Lrr7+WJHXq1KnG+7a7C2fl8dFHH9WsWbMUGBhYZV1+fr6ysrJ05cqVevfrSszO5eDBg+3L7777rmw2W5U2ixYt0rVr16qNCfBEZr/vKrZ11H/FdRwnuhZXOK6C62L+Ao64wueHp8zLeCrmm+AI82gNQ/GtifPy8pKkaic8UD9G5vL69et64YUXlJaWJkl67bXX1L59+0b36w4am8df/epXOnDggA4cOKBdu3Zp1apVGj9+vJKSkvTggw8qMTHRyHBdWkNyWVpaqtdff10lJSV67rnnFB4eblZ4bqOhY/Kll17Syy+/rP79+ysiIsJ+6f0999yjL774Qn369JEkffjhh5VuA+WpGpLH8rYlJSUqLS3VggUL9MADDygoKEjNmzdX//799fe//93+cOb58+erqKjI+OBdjJHfNwcOHNC5c+ckuf9Vb/XV0DxevHhRjzzyiP793/9dsbGx+uCDD7R7925t375d77zzjkJDQ/XFF19o7NixysjIMCN0l9OQXHbt2lXDhg2TJO3evVsJCQlKSUnRTz/9pBMnTmj27Nn68MMPKx3Ylb8OgMZ/Fzh6P1Vcx3Gi++JYH44wfwFHmJdBbZhvgiPMo/2M4psHqniLo9omIcvPJnbn2yKZyapcvv766/rmm28kSfHx8XrggQca3aeVnJlHb29vBQYGKjAwUMHBwerRo4dmzJihefPmyWaz6e2339aGDRsa1LcrMDuXn376qQ4fPqzo6GiNHz++YUG6Aas/J5s1a6Y///nPksoKSxs3bjSsb2cyO48tWrSwL99xxx267bbbqrRp1aqVHn/8cUlSdna2Dhw4UOf+XYlVY7L8lpPe3t7V3hrG3Zidx+LiYk2cOFGHDh3SnXfeqaVLl6p///5q3bq1wsPDdc8992jlypUKDQ3V2bNn7e9zd+SMMfmXv/xFt99+uyRpy5YtGj16tG6//Xbdc889+uijjxQaGqpnn33W3v4Xv/hFvfoH3I0zv1crXlV6o6tXr1YbE6xn9W9YuDbmL+AI8zKoDfNNcMTq3yDuOo9G8c0DBQUF2Zezs7Mdts3JyamyDX5mRS7ffvttffHFF5Kkhx56SFOnTm1Uf67AFcbkkCFD7BN8H374oaF9O5OZuczPz9fcuXMlSX/84x/l6+u5jwV1hTHZoUMH+xmhP/zwg6F9O4vZeWzdurV9OTY2tsZ2vXv3ti+fOHGizv27EivGZHFxsf2gt2/fvh5x5qHZeUxKStLx48clSQkJCfL2rvpTOiQkRI888ogkKTk5WXl5eXXu35U4Y0y2bNlSH3zwgd544w317dtXQUFB8vPzU2RkpCZOnKivv/7afuWbl5eXR4xRwBGz33d17b+87/r2D/O5wm9YuC7mL+CIK3x+eMq8jKdivgmOuMJniDvOozHSPVB4eLgCAgJUUFBgv+y/OkVFRbpw4YIkKSoqyknRuRdn53LZsmX2y++HDRummTNnNrgvV+IqYzI2NlZ79+7V0aNHDe/bWczM5aVLl+zP2Bo3bpzDtunp6fZnbY0cOVJvvvlmnV7DVbjKmAwODtaZM2cqPdvMnZidxw4dOtiXQ0NDa2x300032Zfz8/Pr3L8rsWJMbt++3f4QY0+55aTZeax4ZWW3bt1qbFe+rrS0VKdOnVKPHj3q/Bquwllj0sfHR6NGjdKoUaOqXf/999/b+27ZsmW9+wfcidnvu4pt09LSFBkZWW27iq99yy231Ll/mM9VfsPCNTF/AUdc5fPDE+ZlPBXzTXDEVT5D3G0ejSvfPJCXl5diYmIkSYcOHaqx3ffff6+SkhJJZc/dQFXOzOWXX36pt956S5J05513as6cOdWeUe+OXGVMlvftzs+McZVcujtXyePFixclue+t1MzOY8Xixvnz52tsV15AkshlfZTfcrJ58+YaMmRIo/pyFWbn0dFt2hzF5I5c4XOyuLjYfhuru+66y9C+AVdk9vuuYtuUlJQa25Wva9u2rYKDg+vcP8znCp/NcF3MX8ARV/n88IR5GU/lKmMErslVxoe7zaPxzeihBgwYIEk6ffq0jh07Vm2bTZs2SSq75U/5AwtRlTNymZycrBkzZshms6lnz55asGCB/P39Gx60C3KFMbl//35JUrt27Qzv25nMymVYWJg+//xzh//KXzs0NNT+t4rP43EnVo/J48eP69y5c5Kkzp07G9q3M5mZx4iICPsZbwcPHqyx3d69e+3L5T8G3ZEzx2R+fr6Sk5MlSYMGDfKoK4rMzGObNm3sy6mpqTW2O3LkiH355ptvrnP/rsbqz8k1a9YoNzdXkvTggw8a2jfgqsx837Vv395+JVt5Hze6fv26tmzZIkmKi4urc99wHqs/m+HamL+AI67w+eEp8zKeivkmOGL1Z4g7zqNRfPNQI0aMUPPmzSXJfk/ditLS0rRq1SpJ0qhRo+Tn5+fU+NyJ2bk8cOCApkyZouvXrys6OlqJiYke+VBsM/OYlpZW68M+P//8c/tZvIMHD65z367IrFz6+/ure/fuDv+V36+5Ylt3/dFs5pjMysqyn+lTnStXrmjGjBmSJF9fXw0bNqw+obsUsz8jH330UUllBbYdO3ZUWZ+Tk6Ply5dLKivWuePt/co587t748aN9qu4POWWk+XMzGO/fv3sywsXLlRpaWmVNtnZ2frkk08kSdHR0Q5vmerqrPw9eeLECc2ZM8cehzsX1oH6MPt99/DDD0sqO0mgugLc8uXLdfHiRXl5ednbwrVwrA9HmL+AI8zLoDbMN8ER5tHqj+KbhwoLC9OTTz4pqeyspKlTp+rYsWPKyclRcnKyHn/8cRUUFKhNmzZ66qmnqmw/fvx4derUSQMHDqy2/6KiIh08eLDSv/Iv2ZycnEp/P3HihHk76gRm5vLkyZN6+t26paoAAASsSURBVOmndfXqVbVt21bz58+Xr6+vrly5Uu2/2n7IuDIz85iUlKTBgwfrnXfe0c6dO5WRkaHLly/r/Pnz2rFjh1566SX7B3RERIQmTZpk7s6azOz3d1N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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f99ec052240>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['yr',\n",
    "                        'cnt']],\n",
    "              x=\"yr\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5,1,'daily distribution of counts')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #减今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear',\n",
    "                           'cnt',\n",
    "                           'yr']],\n",
    "             x='dayofyear',y='cnt',\n",
    "             hue='yr',ax=ax)\n",
    "ax.set(title=\"daily distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f99b4e45828>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season',\n",
    "                        'cnt']],\n",
    "              x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[Text(0.5,1,'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season',\n",
    "                       'cnt']],\n",
    "           x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[Text(0.5,1,'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth',\n",
    "                       'cnt']],\n",
    "           x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[Text(0.5,1,'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit','cnt']], x='weathersit',y='cnt')\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/bin/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f99b4b80ba8>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train,x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data=train,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f99b4a584e0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\n",
    "                  \"hum\",\"windspeed\",\n",
    "                  \"casual\",\"registered\",\n",
    "                  \"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt, mask=mask,\n",
    "           vmax=.8, square=True,annot=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
